Abstract
Keywords
Introduction
The increasing integration of multiphysical effects in modern devices—such as optoelectronic sensors, semiconductor-based biosystems, and energy harvesting modules—has created a pressing need for more comprehensive models that capture the interactions between thermal, mechanical, optical, and electromagnetic fields. In particular, porous semiconductor materials exhibit complex behaviors when exposed to external influences like magnetic fields, rotational motion, and chemical diffusion. These phenomena significantly affect wave propagation, charge transport, and thermal stability in practical applications. Classical thermoelastic theories fall short in capturing these intricacies, especially in systems where mass diffusion, photo-excitation, and pore-pressure effects are dominant. Therefore, the current study aims to fill this critical modeling gap by proposing a rotational magneto-photo-thermoacoustic framework for hydro-semiconductors with chemical diffusion. This modeling approach is necessary to accurately predict and optimize the behavior of next-generation semiconductor devices operating in complex environments.
The dynamic behavior of semiconductor materials under the influence of coupled physical phenomena has garnered significant attention in recent years. 1 Among these, poro-semiconductors, characterized by their intricate porous structures, offer a unique medium for mass transport and wave propagation. These materials enable enhanced interaction between mechanical, thermal, and optical fields, providing a versatile platform for studying photo-thermoelastic effects.2,3 Poro-semiconductors and hydrodynamics are intricately linked in the study of wave propagation in semiconductor materials, particularly when subjected to external stimuli such as magnetic and rotational fields.4,5 In the framework of photo-thermoelasticity theory, the porous structure of semiconductors facilitates the diffusion of mass and chemical species, which becomes a critical factor in systems involving coupled thermal, mechanical, and optical interactions. 6 The inclusion of hydrodynamic effects accounts for the fluid-like behavior of charge carriers and lattice vibrations, further enriched by the influence of magnetic fields that induce Lorentz forces and rotation fields that introduce Coriolis and centrifugal effects. Mass diffusion, governed by concentration gradients and chemical potential variations, serves as a driving force for enhanced transport phenomena, linked to thermal and mechanical responses.7,8 Together, these interactions enable the design of advanced applications in biomedical devices, such as photoacoustic imaging and drug delivery systems, as well as in energy technologies, including thermoelectric materials and semiconductor-based sensors. The porous architecture not only facilitates enhanced mass transport and chemical diffusion but also enables intricate coupling between physical fields, making them an ideal candidate for studying the complex interplay of photo-thermoelastic effects. 9 Understanding these interactions is crucial for designing next-generation devices that leverage semiconductor properties for high-performance applications.
Porous thermoelastic materials are specialized composite substances characterized by a network of interconnected voids or pores within a solid matrix. 10 These materials exhibit unique thermo-mechanical properties due to their ability to absorb and transfer heat, coupled with their elastic response to mechanical loads. 11 Sherief and Hussein 12 developed a mathematical model for short-time filtration in poroelastic media, incorporating thermal relaxation and the two-temperature theory, offering refined predictions for heat and fluid transport in porous systems. Abousleiman and Ekbote 13 presented analytical solutions for inclined boreholes in transversely isotropic porothermoelastic media, addressing stress and temperature fields under complex boundary conditions. Booker and Savvidou 14 analyzed the consolidation process around a spherical heat source, highlighting the thermal-mechanical coupling in porous solids. Biot 15 formulated a variational Lagrangian framework for non-isothermal, finite-strain mechanics of porous materials, accounting for thermomolecular diffusion effects, which laid the foundation for modern porothermoelastic theories. Hydrodynamic effects provide a deeper perspective on carrier dynamics within semiconductor materials. Traditional models, such as drift-diffusion equations, often fall short of capturing the nuanced behavior of charge carriers under high-field or nanoscale conditions. 16 Hydrodynamic models, by contrast, treat electrons and holes as fluid-like entities, accounting for their collective behavior influenced by pressure, velocity gradients, and energy fluxes. 17 This approach bridges the gap between microscopic quantum models and macroscopic continuum theories, offering a more comprehensive framework for analyzing charge and energy transport. In the context of poro-semiconductors, the integration of hydrodynamic principles allows for a robust examination of wave behavior under external influences.
Studying semiconductors within the framework of photo-thermoelasticity theory provides a comprehensive understanding of their coupled thermal, optical, and elastic responses under external stimuli.18,19 This theory integrates the principles of photonic interactions, heat conduction, and elastic deformation, enabling the exploration of complex wave propagation phenomena in semiconductor media.20,21 Over time, advancements have included the incorporation of nonlocal and fractional-order heat conduction models to address micro- and nanoscale effects. 22 El-Sapa et al. 23 proposed a nonlocal excited semiconductor model using Moore–Gibson–Thompson theory and provided insights into its stability. Modern advancements in semiconductor wave modeling have incorporated additional multiphysical effects. Lotfy et al. 24 investigated variable thermal conductivity using fractional heat-magneto-photothermal theory for a semiconductor cavity. Lotfy et al. 25 extended the hyperbolic two-temperature theory to analyze photothermal excitation in magneto-thermoelastic semiconducting media. Such developments have been pivotal in enhancing the applicability of semiconductors in high-precision optoelectronic and photothermal systems, as well as in nanotechnology-driven applications, where the interplay of photo-thermal and elastic properties is crucial.26,27 The inclusion of magnetic fields introduces additional complexities to wave propagation analysis. Magnetic fields, through the Lorentz force, impart anisotropic effects on charge carrier trajectories, significantly altering the mechanical and thermal wavefronts in semiconductor media.28,29 This phenomenon forms the basis of several advanced technologies, including Hall-effect devices, magnetoresistive sensors, and spintronic systems. 30 Rotational fields, characterized by Coriolis and centrifugal forces, introduce dynamic perturbations that influence mechanical, thermal, and optical wave propagation, necessitating advanced mathematical modeling to capture their impact fully.31–33
Classical and generalized thermoelasticity models have laid the foundation for current extensions. Biot 34 formulated thermoclasticity through irreversible thermodynamics. Lord and Shulman 35 introduced a generalized dynamical theory incorporating thermal relaxation. Green and Lindsay 36 developed a thermoelasticity theory addressing wave behavior under finite propagation speeds. Green and Naghdi37,38 proposed models with undamped heat waves and revisited the fundamentals of thermomechanics, providing a key basis for modern photo-thermoelastic modeling. The extension of this theory to include hydrodynamic effects, magnetic fields, rotational dynamics, and chemical diffusion represents a significant leap forward in understanding the coupled behavior of elastic media.39,40 Recent developments have extended traditional thermoelastic models by incorporating mass diffusion and semiconductor properties to account for more complex interactions in advanced materials. 41 In particular, the interaction between thermal gradients, stress, and mass diffusion, such as in semiconductors, is crucial for understanding phenomena like thermal expansion, stress-induced diffusion, and the impact of temperature variations on carrier transport.42,43 With the growing interest in nanostructured and microstructured materials, such as semiconductors, these models have been enhanced to incorporate the effects of nonlocality and fractional-order time derivatives to address scale-dependent behaviors and more accurately predict material responses at the nanoscale. 44 The interaction between thermoelasticity and mass diffusion, especially in semiconductor materials, is essential for understanding their performance in applications such as thermoelectrics, optoelectronics, and heat management in microelectronics.45–48 These developments continue to push the boundaries of material design and optimization for cutting-edge technologies.
Chemical diffusion and mass transport are equally vital in understanding semiconductor behavior, particularly in porous structures where gradients in chemical potential drive the movement of species.49–51 The coupling of chemical diffusion with thermoelastic effects creates a complex network of interactions that significantly influence the thermal, optical, and mechanical responses of the material. 52 This aspect is particularly important in applications requiring precise control of transport phenomena, such as drug delivery systems, environmental sensing, and energy harvesting devices. 53 By incorporating chemical diffusion into the analysis, researchers can develop models that better reflect the real-world behavior of semiconductor systems. 54
In addition to analytical models, recent research has emphasized the role of high-fidelity computational techniques in capturing nonlinear thermoacoustic behaviors and unsteady heat-fluid interactions, particularly in energy conversion systems such as thermoacoustic engines. Notably, Guo et al.55–57 have demonstrated the use of unsteady RANS, LES, and hybrid URANS/LES models to simulate turbulent flow structures, energy transport, and acoustic behavior with remarkable accuracy. While such methods are computationally intensive, they offer a valuable complement to analytical approaches, especially when nonlinear and turbulence effects dominate. The current study focuses on analytical insights into coupled multiphysical behavior in semiconductor media; however, integrating or benchmarking against CFD-based thermoacoustic models remains an important future direction.
The synergy of these phenomena opens new avenues for innovation in semiconductor design and functionality. By studying the combined effects of rotational and magnetic fields, chemical diffusion, and photo-thermoelasticity, this paper aims to provide a holistic understanding of wave propagation in magneto-hydro-semiconductor media. The analysis is conducted using advanced mathematical tools, including normal mode analysis, to derive analytical solutions that capture the intricate interplay of these effects. Graphical representations of key parameters, such as temperature distribution, displacement, carrier density, and diffusion concentration, offer valuable insights into the underlying physics and practical implications. The findings of this study are anticipated to have far-reaching implications in various fields, including the development of high-efficiency optoelectronic devices, precision sensors, and innovative energy systems. By addressing the complex interplay of multiple physical phenomena, this research contributes to the growing body of knowledge required to meet the challenges of modern materials science and engineering.
Mathematical model and basic equations
Model assumptions and limitations
In developing the present analytical model, several assumptions have been adopted to simplify the governing equations and enable tractable solutions. These include. • The material is considered linear, isotropic, and homogeneous, with constant physical properties. • The porous medium is assumed to be fully saturated and behaves according to linear poroelastic theory. • A two-dimensional formulation is used, neglecting out-of-plane effects and edge interactions. • A single relaxation time governs the thermal and electromagnetic fields. • The model employs normal mode analysis, assuming harmonic time dependence and infinite spatial extent. • Quantum and nonlocal effects, as well as nonlinearities in carrier transport and thermal response, are not considered.
While these assumptions provide a clear framework for analyzing the coupled thermo-magneto-acoustic behavior in hydro-semiconductor media, they may limit applicability in scenarios involving strongly nonlinear responses, anisotropic materials, nanoscale effects, or transient thermal loading. Future extensions could incorporate multi-scale modeling, non-Fourier heat conduction, and nonlocal or fractional-order formulations to better address such complexities.
Mathematical model
Considering the photo-thermoacoustic problem in a magneto-hydro-semiconductor medium with rotational dynamics. The following governing equations describe the coupled behavior of thermal, optical (charge carriers (i) The hydrodynamic equation for charge carriers in a semiconductor, considering both the interaction between thermal and carrier density rate with the thermal activation coupling coefficient (ii)The equation of motion under the effect of both rotation and magnetic field describes the behavior of charge carriers in a magneto-hydrodynamic system. This equation incorporates the Lorentz force (iii) The coupled thermal, concentration, carrier density, and mechanical equation can be derived using the theory of photo-thermoelasticity of in the semiconductor medium is presented as31,36 (iv) The porosity effects and pore fluid pressure in a porous-semiconductor, are governed by the governing equations of fluid flow and mass conservation. In the context of a magneto-hydro-semiconductor medium with rotation, the governing equations must include the effects of pore fluid pressure ( (v) The mass conservation equation for the porous hydro-semiconductor medium, accounting for both concentration diffusion and thermal gradients, is given by the generalized form
40
The mechanical (stress–strain) equation in the context of the photo-thermoelasticity theory during concentration diffusion is32,36
Chemical diffusion, which describes the transport of species based on concentration gradients and chemical potential can be expressed as
40
These Maxwell equations provide the framework for analyzing the electromagnetic behavior in complex systems like the magneto-hydro-semiconductor medium under the influence of rotation, thermal gradients, and mass diffusion. The provided set of equations incorporates the effects of an initial magnetic field
The governing equations for the problem in a two-dimensional (2D) (
Introducing dimensionless quantities in governing equations is a critical step to simplify the equations, reduce the number of parameters, and identify dominant effects in the system. Below is a general form for non-dimensionalizing quantities for this phenomenon
Substitute the dimensionless variables (equation (14)) into the governing equations and divide through by the characteristic scales to make all terms dimensionless
Helmholtz’s decomposition theorem can be decomposed into the sum of an irrotational (gradient)
Summary of governing equations
Summary of governing equations and physical assumptions in the proposed model.
Solution to the problem
The analytical solution in this study is derived using the normal mode technique, which assumes harmonic variations in time and space for all physical fields. While this method simplifies the mathematical treatment and offers clear insights into the coupled behavior of the system, it inherently assumes linearity, steady-state behavior, and infinite or semi-infinite domains. As such, it may not capture transient dynamics, localized disturbances, nonlinear interactions, or edge effects that may arise in practical or nanoscale systems. Additionally, more complex damping mechanisms and dispersive phenomena are beyond the scope of this approach. Despite these limitations, the normal mode technique remains a powerful tool for analyzing fundamental wave propagation trends in coupled multiphysics environments. Future work may employ numerical simulations or time-domain methods to address more realistic boundary conditions and dynamic loading scenarios. The normal mode method is a powerful analytical technique used to solve coupled dynamic field problems, such as photo-thermoelasticity, where interactions between hydro-elastic, thermal, electromagnetic, and diffusion fields occur. It transforms partial differential equations (PDEs) into ordinary differential equations (ODEs) by assuming solutions with specific harmonic forms for each field variable
Solving the above-coupled equations by the elimination technique between
By factorizing, the coupled ODEs (30) can be put systematically as
The quantities
To obtain the displacement components from the governing equations in coupled systems using equations (16) and (17) according to the normal mode technique, yields
The mechanical (stresses) components are determined by solving coupled field equations (32) and (33)
While the normal mode technique offers analytical tractability and valuable physical insight into steady-state, linear wave propagation problems, it inherently assumes harmonic time dependence and spatial periodicity. As a result, it is not suitable for capturing transient phenomena such as pulse responses, shock fronts, or wave reflections from finite boundaries. Additionally, nonlinearities arising from temperature-dependent properties, strain-rate effects, or strong carrier-field interactions are outside the method’s scope. These limitations restrict the model’s applicability to linear, time-harmonic, and spatially infinite or semi-infinite domains. Future extensions using time-domain numerical methods or nonlinear solvers are recommended to address these complexities and provide a more complete picture of dynamic behavior in realistic semiconductor environments.
Boundary conditions
For the phenomenon involving rotational photo-thermoacoustic dynamics in a magneto-hydro-semiconductor medium with chemical diffusion, the boundary conditions at the free surface (1) Thermal boundary conditions based on the temperature gradient describe how heat flows through the boundary of a material. When the boundary of a semiconductor or any material is exposed to a temperature gradient, heat conduction occurs according to Fourier’s law, where the heat flux (2) Concentration boundary condition is fixed at the boundary, if no chemical diffusion occurs across the boundary, indicating that the concentration gradient is zero and there is no chemical transport across the boundary, impose (3) A chemical potential boundary condition specifies the behavior of the chemical potential (4) Carrier density boundary conditions, in the context of a recombination process, are essential for modeling the behavior of charge carriers at the boundaries of a semiconductor medium. Recombination is the process where free electrons combine, effectively reducing the carrier density. At the boundary of the semiconductor, this process can be modeled by specifying a boundary condition that accounts for the rate of recombination or generation of carriers ( (5) Mechanical boundary conditions related to normal stress are crucial for determining how a material responds at its surface under external loads or constraints. In the context of a magneto-hydro-semiconductor medium, the normal stress boundary condition can be expressed as the force (6) The free tangential stress boundary condition is used to describe a surface where no tangential forces act, allowing the material to deform freely along the boundary. For a boundary lying in the xz-plane, the tangential stress components
These conditions ensure that no tangential forces are exerted on the boundary surface, reflecting a physically free surface where shear stresses are absent.
By applying the conventional mode method to equations (45)–(48), a resulting system of equations was derived
In this case, the unknown parameters
Numerical results and discussions
The physical constants of PSi medium.
Influence of the rotational field
Figure 1 displays the distribution of physical fields versus distance under two conditions: with and without the presence of a rotational field, while maintaining a constant magnetic field and thermal relaxation time. The rotational field introduces Coriolis and centrifugal forces, which modify the momentum of charge carriers and affect the mechanical deformation of the medium. Figure 1 showcases the wave propagation behavior of various physical fields (temperature ( Wave propagation of the main physical fields against distance in a hydro-semiconductor medium. The results are shown for two cases: without a rotational field (solid red line) and with a rotational field (dashed blue line), under the effect of a magnetic field and a single relaxation time.
Although the developed model includes a wide range of coupled physical effects, namely rotation, magnetic fields, and chemical diffusion, the current numerical results are focused primarily on analyzing the influence of rotational and magnetic fields. The role of chemical diffusion, while present in the theoretical formulation, was not explicitly isolated in the graphical analysis. This simplification was made to ensure the interpretability of the core results; however, it represents a limitation in the data analysis. Future work will address this by conducting a comprehensive parametric study on chemical diffusion parameters, including the diffusion relaxation time and concentration gradients, and their interaction with thermal, mechanical, and electromagnetic responses in the hydro-semiconductor medium.
It is noted that although the developed model accounts for chemical diffusion through coupled concentration and chemical potential fields, the current numerical results do not explicitly isolate its effect. This is due to the focus on showcasing the impact of rotational and magnetic fields, which are more dominant in the present physical context. As a result, trends associated with chemical diffusion, such as delayed diffusion fronts or altered pressure fields, are embedded but not independently visualized. Future work will include a dedicated parametric analysis to investigate how varying diffusion coefficients, relaxation times, and chemical gradients independently influence the propagation and attenuation of thermoacoustic and mechanical waves.
Influence of the magnetic field
Figure 2 illustrates the wave propagation behavior of several physical fields (temperature ( Wave propagation of the main physical fields against distance in a hydro-semiconductor medium. The results are shown for two cases: without a magnetic field (solid red line) and with a magnetic field (dashed blue line), under the effect of a rotational field and a single relaxation time.
While the current study presents a coupled multiphysical model involving thermal, optical, mechanical, and diffusion fields under magnetic and rotational influences, the numerical results focus on a few illustrative cases and do not yet establish general or universal laws describing field interactions. The observed physical behavior is therefore local, highlighting specific effects of rotation or magnetic fields rather than providing comprehensive parametric trends. This represents an important limitation of the current work. In future research, a broader parametric sensitivity study will be performed to extract generalized field interaction trends. Additionally, the development of analytical scaling laws or data-driven models may help formulate more universal principles governing coupled wave propagation in porous semiconductor media.
While the present work focuses primarily on analytical modeling and qualitative trend evaluation, a sensitivity analysis was performed by comparing the system’s behavior under different values of magnetic and rotational field intensities. These comparisons, illustrated in Figures 1 and 2, reveal consistent damping effects and reduced peak responses, confirming the model’s ability to capture the physical influence of external fields. Although a full quantitative sensitivity study was beyond the current scope, the results indicate stable and physically consistent behavior across varying parameter conditions. Future research will aim to implement more comprehensive parametric and uncertainty analyses to further validate the model under broader operating scenarios.
Model comparison and performance analysis
Comparison of the proposed model with traditional thermoelastic models.
Although a direct quantitative comparison with existing analytical or numerical models is outside the current scope, the qualitative trends observed in our simulations align with previously reported results in thermoelastic and semiconductor literature. For instance, the damping effects of magnetic fields on thermal and carrier wave amplitudes are consistent with findings reported in works employing Green–Naghdi or Lord–Shulman frameworks.25,27,45 Similarly, the inertial stabilization introduced by rotational motion mirrors outcomes described in models involving Coriolis effects in rotating semiconductors.7,30,48 The reduction in oscillatory behavior and smoothing of stress and concentration profiles are well-aligned with previously observed stabilization effects in magneto-thermoelastic porous media. These comparisons qualitatively validate the reliability and physical consistency of the proposed multiphysics model.
The results of this study extend classical models by simultaneously accounting for rotational motion, magnetic fields, and chemical diffusion in a porous semiconductor medium. While a direct numerical comparison with earlier models was not conducted, the observed damping effects, field stabilization, and redistribution trends qualitatively agree with previous results and offer enhanced predictive capabilities under multiphysics coupling. The proposed model is particularly suited for environments involving strong rotational and electromagnetic influences, where traditional models may not fully capture the interactive effects on wave behavior. Future work will focus on benchmarking the present model against simplified and fractional-order counterparts to quantify the performance improvements under various physical regimes.58,59
Differences in wave behavior with and without external fields.
Conclusions
This study has presented an analytical framework for modeling photo-thermoacoustic wave propagation in a porous silicon (PSi) medium under the combined influences of magnetic fields, rotational dynamics, and chemical diffusion. The results derived using the normal mode technique reveal that both rotational and magnetic fields significantly dampen oscillatory behaviors in key physical fields such as temperature, displacement, carrier density, and stress. Specifically, the presence of a magnetic field reduces peak amplitudes in temperature and carrier waves, while the rotational field stabilizes mechanical and chemical responses by minimizing excess pressure and stress oscillations.
The coupled nature of thermal, electromagnetic, and diffusion effects observed in the study highlights the strong interplay between external field modulation and wave behavior in semiconductor media. These insights are critical for the design of next-generation porous semiconductors used in high-performance optoelectronic devices, magneto-sensitive sensors, and thermal management systems. For example, the ability to suppress carrier mobility and heat fluctuations through magnetic or rotational field control could improve the stability and signal quality in photoacoustic imaging systems or MEMS-based biosensors.
Furthermore, the inclusion of chemical diffusion modeling provides a pathway for applying the findings to biomedical platforms such as drug-delivery systems, where controlled mass transport is required alongside temperature and stress regulation. Future work may extend this model to include nonlocal effects, nonlinearities, or layered material geometries to more closely reflect nanostructured semiconductor environments.
Overall, the study contributes to a deeper understanding of multiphysics interactions in porous semiconductor media and offers predictive tools for tuning wave behavior through external fields to meet the needs of real-world applications.
The theoretical insights gained from this study have direct relevance to several emerging technologies. In micro-electro-mechanical systems (MEMS), the ability to control thermoacoustic and mechanical wave behavior through rotational and magnetic fields can significantly enhance signal stability and thermal management. In biomedical sensing, porous semiconductor platforms that respond predictably to photo-thermal and chemical stimuli are crucial for drug delivery and bio-detection applications. Additionally, the stabilization effects observed under magnetic and rotational influence offer advantages in the design of optoelectronic systems, such as infrared detectors and photoacoustic imaging devices, where minimizing wave distortion is essential. These findings position the proposed model as a foundational tool for engineering next-generation semiconductor devices with improved multiphysical performance.
Applications and future work
The results of this study offer direct applicability to the engineering of semiconductor devices subjected to complex multiphysics environments. In particular, photoacoustic sensors, magneto-thermoelectric systems, and porous semiconductor biosensors can benefit from the understanding of how rotational and magnetic fields modulate thermal, mechanical, and carrier-related behavior. The model provides a predictive framework for optimizing device stability, minimizing wave-induced noise, and enhancing energy conversion efficiency. Additionally, the chemical diffusion dynamics captured in this model are relevant for biomedical and microfluidic devices where mass transport is coupled with heat and stress responses. These insights facilitate the rational design of advanced materials and devices operating in demanding conditions such as aerospace platforms, high-field electronics, and smart sensor technologies.
While the proposed model provides deep insights into the coupled field dynamics in hydro-semiconductor media, several challenges must be addressed for practical implementation in semiconductor manufacturing. Real-world materials often exhibit anisotropy, nano-scale nonlocal behavior, and layered geometries not fully captured by the current formulation. Additionally, some model parameters, such as chemical diffusion coefficients or rotation-induced stresses, are difficult to measure or control with high precision during fabrication. Integrating the model with advanced simulation platforms and validating it through experimental calibration will be essential steps toward translating these theoretical results into manufacturing and device optimization processes. Nonetheless, the present model offers a robust foundation for understanding multiphysical effects that are increasingly relevant in next-generation semiconductor design.
The multifield coupling framework developed in this study offers strong potential for interdisciplinary collaboration across various technological domains. In materials science, partnerships could support the fabrication and testing of porous, thermomagnetic semiconductors that align with model predictions. In photonics and optoelectronics, the model can aid in optimizing thermal and mechanical stability under high-frequency excitation. Mechanical and aerospace engineers may leverage the findings to improve rotating or field-exposed components in harsh environments. Biomedical applications also stand to benefit, particularly in porous materials used for sensing or targeted drug transport. Finally, collaboration with computational scientists could enable hybrid analytical-numerical extensions of this model, integrating turbulent flow or quantum transport phenomena. These cross-disciplinary connections highlight the versatility and broader impact of the presented research.
While the model developed in this work provides a detailed multiphysical formulation and numerical illustrations, the structural analysis of the solutions remains limited. Specifically, the regularity, asymptotic behavior, and mathematical stability of the coupled fields (e.g., temperature, carrier density, and stress) were not fully characterized. Furthermore, the absence of a generalized influence law for field interactions restricts the current conclusions to case-specific insights. Future research will focus on deriving more rigorous analytical results, such as scaling relationships, parametric bifurcations, or asymptotic limits, to better understand the global behavior of the system. Such analysis will enhance the theoretical foundation of the model and promote broader applicability to physical and engineering systems.
Footnotes
Acknowledgments
The project was funded by KAU Endowment (WAQF) at King Abdulaziz University, Jeddah, Saudi Arabia. The authors, therefore, acknowledge with thanks WAQF and the Deanship of Scientific Research (DSR) for technical and financial support.
Author contributions
All authors have equally participated in the preparation of the manuscript during the implementation of ideas, findings results, and writing of the manuscript.
Funding
The authors received no financial support for the research, authorship, and/or publication of this article.
Declaration of conflicting interests
The authors declared no potential conflicts of interest with respect to the research, authorship, and/or publication of this article.
Data Availability Statement
The Current submission does not contain the pool data of the manuscript, but the data used in the manuscript will be provided on request.
Use of AI tools declaration
The authors declare they have not used Artificial Intelligence (AI) tools in the creation of this article.
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